{"id":"W4250696919","doi":"10.1007/s13198-010-0027-4","title":"Foreword","year":2010,"lang":"en","type":"article","venue":"International Journal of Systems Assurance Engineering and Management","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005179732,0.0001080211,0.0001607068,0.0003097353,0.0000170712,0.0000924103,0.000303973,0.0000314063,0.000008234681],"category_scores_gemma":[0.00004847751,0.00009527653,0.00005571731,0.00007157854,0.00001450582,0.0002413914,0.00004699238,0.0002009452,0.00002644039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004133237,"about_ca_system_score_gemma":0.000007689935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001077744,"about_ca_topic_score_gemma":0.000003922751,"domain_scores_codex":[0.9988936,0.00000806439,0.0003764948,0.00009268118,0.0005013132,0.0001278829],"domain_scores_gemma":[0.9993184,0.0000396203,0.0002271349,0.0000978407,0.0002395042,0.00007746505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004266518,0.0004278762,0.02546367,0.001273252,0.006876166,0.002739125,0.0008675696,0.3794356,0.1236738,0.3655612,0.04471018,0.04854494],"study_design_scores_gemma":[0.002790346,0.00009261032,0.1064648,0.001222382,0.0001009072,0.002176785,0.0002415604,0.05514485,0.0006240944,0.0001179688,0.8305357,0.0004880326],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9327876,0.0009862473,0.04246098,0.0005324751,0.02015742,0.0002739806,0.00003582996,0.0001047837,0.002660682],"genre_scores_gemma":[0.9956112,0.0001115161,0.003154237,0.00001219419,0.0006880381,0.000007686327,9.434148e-7,0.00002534053,0.0003888387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7858256,"threshold_uncertainty_score":0.3885264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004709257231061393,"score_gpt":0.2216457926361491,"score_spread":0.2169365354050878,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}